The oceans now hold record amounts of heat, while Greenland and Antarctica keep losing ice, pushing sea levels higher and fueling more extreme weather.
Global temperatures have jumped by 1.43 degrees Celsius since preindustrial times, a worrying milestone.
The WMO report warns that, without urgent climate action, heatwaves, floods and droughts are likely to become more intense.